Archive

NTSCC reframes DeepJSCC with learned compression priors, entropy-guided rate control, and a clearer source-channel tradeoff.

A close read of DT-JSCC/RIB, where robustness comes from preserving just enough redundant task information under digital modulation.

uJSCC is mainly a model-sharing argument for semantic communication across modulation orders, with switchable normalization doing the adaptation work.

ViT-IAQ uses pretrained attention as a bit-allocation signal, making semantic compression more modular but still dependent on calibration.

A practical edge-server inference scheme where a small ViT decides when to call the server and which patches are worth sending.

SSCDM treats noisy semantic symbols as a Markovian correction problem rather than a generic diffusion-denoising task.

A local-first research repo explorer that maps code structure, equations, and study sessions.

The website itself: a low-cost archive for public work, paper notes, research logs, and protected personal pages.

Reading note stub for routing requests in ways that improve KV-cache reuse while balancing load.

Reading note stub for activation memory savings and trainable low-rank adaptation.

A lightweight operating model for writing, reviewing, deploying, and protecting a personal knowledge vault.